Overview
Brought to you by YData
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 28564 |
| Missing cells | 1701 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 17.0 MiB |
| Average record size in memory | 624.5 B |
Variable types
| Text | 8 |
|---|---|
| Categorical | 2 |
| Numeric | 4 |
class_name is highly overall correlated with collection | High correlation |
collection is highly overall correlated with class_name and 1 other fields | High correlation |
latitude is highly overall correlated with longitude | High correlation |
longitude is highly overall correlated with latitude | High correlation |
rating is highly overall correlated with collection | High correlation |
class_name is highly imbalanced (87.7%) | Imbalance |
latitude has 809 (2.8%) missing values | Missing |
longitude has 809 (2.8%) missing values | Missing |
filename has unique values | Unique |
rating has 7948 (27.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-20 01:38:40.581826 |
|---|---|
| Analysis finished | 2025-03-20 01:38:45.145854 |
| Duration | 4.56 seconds |
| Software version | ydata-profiling vv4.15.0 |
| Download configuration | config.json |
Variables
primary_label
Text
| Distinct | 206 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.584687 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1139490 |
|---|---|
| 2nd row | 1139490 |
| 3rd row | 1192948 |
| 4th row | 1192948 |
| 5th row | 1192948 |
| Value | Count | Frequency (%) |
| grekis | 990 | 3.5% |
| compau | 808 | 2.8% |
| trokin | 787 | 2.8% |
| roahaw | 709 | 2.5% |
| banana | 610 | 2.1% |
| whtdov | 572 | 2.0% |
| socfly1 | 543 | 1.9% |
| yeofly1 | 525 | 1.8% |
| bobfly1 | 514 | 1.8% |
| wbwwre1 | 499 | 1.7% |
| Other values (196) | 22007 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 16891 | 9.0% |
| a | 15584 | 8.3% |
| r | 15121 | 8.0% |
| o | 13677 | 7.3% |
| b | 10847 | 5.8% |
| l | 9891 | 5.3% |
| t | 9544 | 5.1% |
| c | 9280 | 4.9% |
| e | 9157 | 4.9% |
| s | 8204 | 4.4% |
| Other values (23) | 69889 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 188085 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 16891 | 9.0% |
| a | 15584 | 8.3% |
| r | 15121 | 8.0% |
| o | 13677 | 7.3% |
| b | 10847 | 5.8% |
| l | 9891 | 5.3% |
| t | 9544 | 5.1% |
| c | 9280 | 4.9% |
| e | 9157 | 4.9% |
| s | 8204 | 4.4% |
| Other values (23) | 69889 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 188085 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 16891 | 9.0% |
| a | 15584 | 8.3% |
| r | 15121 | 8.0% |
| o | 13677 | 7.3% |
| b | 10847 | 5.8% |
| l | 9891 | 5.3% |
| t | 9544 | 5.1% |
| c | 9280 | 4.9% |
| e | 9157 | 4.9% |
| s | 8204 | 4.4% |
| Other values (23) | 69889 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 188085 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 16891 | 9.0% |
| a | 15584 | 8.3% |
| r | 15121 | 8.0% |
| o | 13677 | 7.3% |
| b | 10847 | 5.8% |
| l | 9891 | 5.3% |
| t | 9544 | 5.1% |
| c | 9280 | 4.9% |
| e | 9157 | 4.9% |
| s | 8204 | 4.4% |
| Other values (23) | 69889 |
secondary_labels
Text
| Distinct | 745 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
Length
| Max length | 115 |
|---|---|
| Median length | 4 |
| Mean length | 5.0811861 |
| Min length | 2 |
Unique
| Unique | 550 ? |
|---|---|
| Unique (%) | 1.9% |
Sample
| 1st row | [''] |
|---|---|
| 2nd row | [''] |
| 3rd row | [''] |
| 4th row | [''] |
| 5th row | [''] |
| Value | Count | Frequency (%) |
| 25910 | ||
| grekis | 489 | 1.6% |
| whtdov | 309 | 1.0% |
| trokin | 188 | 0.6% |
| soulap1 | 114 | 0.4% |
| pirfly1 | 112 | 0.4% |
| rugdov | 110 | 0.4% |
| banana | 104 | 0.3% |
| saffin | 102 | 0.3% |
| yebela1 | 96 | 0.3% |
| Other values (123) | 2317 | 7.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 59652 | |
| [ | 28564 | |
| ] | 28564 | |
| r | 2271 | 1.6% |
| 1 | 1987 | 1.4% |
| a | 1873 | 1.3% |
| o | 1845 | 1.3% |
| e | 1404 | 1.0% |
| t | 1396 | 1.0% |
| b | 1372 | 0.9% |
| Other values (28) | 16211 | 11.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 145139 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 59652 | |
| [ | 28564 | |
| ] | 28564 | |
| r | 2271 | 1.6% |
| 1 | 1987 | 1.4% |
| a | 1873 | 1.3% |
| o | 1845 | 1.3% |
| e | 1404 | 1.0% |
| t | 1396 | 1.0% |
| b | 1372 | 0.9% |
| Other values (28) | 16211 | 11.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 145139 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 59652 | |
| [ | 28564 | |
| ] | 28564 | |
| r | 2271 | 1.6% |
| 1 | 1987 | 1.4% |
| a | 1873 | 1.3% |
| o | 1845 | 1.3% |
| e | 1404 | 1.0% |
| t | 1396 | 1.0% |
| b | 1372 | 0.9% |
| Other values (28) | 16211 | 11.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 145139 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 59652 | |
| [ | 28564 | |
| ] | 28564 | |
| r | 2271 | 1.6% |
| 1 | 1987 | 1.4% |
| a | 1873 | 1.3% |
| o | 1845 | 1.3% |
| e | 1404 | 1.0% |
| t | 1396 | 1.0% |
| b | 1372 | 0.9% |
| Other values (28) | 16211 | 11.2% |
type
Text
| Distinct | 736 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
Length
| Max length | 96 |
|---|---|
| Median length | 8 |
| Mean length | 8.8714116 |
| Min length | 4 |
Unique
| Unique | 501 ? |
|---|---|
| Unique (%) | 1.8% |
Sample
| 1st row | [''] |
|---|---|
| 2nd row | [''] |
| 3rd row | [''] |
| 4th row | [''] |
| 5th row | [''] |
| Value | Count | Frequency (%) |
| song | 11763 | |
| call | 10268 | |
| 8136 | ||
| flight | 1429 | 4.0% |
| alarm | 664 | 1.8% |
| calls | 513 | 1.4% |
| duet | 334 | 0.9% |
| dawn | 211 | 0.6% |
| uncertain | 171 | 0.5% |
| begging | 144 | 0.4% |
| Other values (505) | 2310 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| ' | 64128 | |
| [ | 28564 | |
| ] | 28564 | |
| l | 24267 | 9.6% |
| g | 14298 | 5.6% |
| n | 13932 | 5.5% |
| a | 13701 | 5.4% |
| s | 13278 | 5.2% |
| o | 12730 | 5.0% |
| c | 11534 | 4.6% |
| Other values (44) | 28407 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 253403 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ' | 64128 | |
| [ | 28564 | |
| ] | 28564 | |
| l | 24267 | 9.6% |
| g | 14298 | 5.6% |
| n | 13932 | 5.5% |
| a | 13701 | 5.4% |
| s | 13278 | 5.2% |
| o | 12730 | 5.0% |
| c | 11534 | 4.6% |
| Other values (44) | 28407 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 253403 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ' | 64128 | |
| [ | 28564 | |
| ] | 28564 | |
| l | 24267 | 9.6% |
| g | 14298 | 5.6% |
| n | 13932 | 5.5% |
| a | 13701 | 5.4% |
| s | 13278 | 5.2% |
| o | 12730 | 5.0% |
| c | 11534 | 4.6% |
| Other values (44) | 28407 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 253403 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ' | 64128 | |
| [ | 28564 | |
| ] | 28564 | |
| l | 24267 | 9.6% |
| g | 14298 | 5.6% |
| n | 13932 | 5.5% |
| a | 13701 | 5.4% |
| s | 13278 | 5.2% |
| o | 12730 | 5.0% |
| c | 11534 | 4.6% |
| Other values (44) | 28407 |
filename
Text
Unique
| Distinct | 28564 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
Length
| Max length | 23 |
|---|---|
| Median length | 22 |
| Mean length | 20.041101 |
| Min length | 16 |
Unique
| Unique | 28564 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 1139490/CSA36385.ogg |
|---|---|
| 2nd row | 1139490/CSA36389.ogg |
| 3rd row | 1192948/CSA36358.ogg |
| 4th row | 1192948/CSA36366.ogg |
| 5th row | 1192948/CSA36373.ogg |
| Value | Count | Frequency (%) |
| 1192948/csa36373.ogg | 1 | < 0.1% |
| ywcpar/inat922688.ogg | 1 | < 0.1% |
| 1139490/csa36385.ogg | 1 | < 0.1% |
| 1139490/csa36389.ogg | 1 | < 0.1% |
| ywcpar/inat370907.ogg | 1 | < 0.1% |
| ywcpar/inat370911.ogg | 1 | < 0.1% |
| ywcpar/inat370914.ogg | 1 | < 0.1% |
| ywcpar/inat47452.ogg | 1 | < 0.1% |
| ywcpar/inat47453.ogg | 1 | < 0.1% |
| ywcpar/inat51530.ogg | 1 | < 0.1% |
| Other values (28554) | 28554 |
Most occurring characters
| Value | Count | Frequency (%) |
| g | 61874 | 10.8% |
| o | 42241 | 7.4% |
| 1 | 36458 | 6.4% |
| / | 28564 | 5.0% |
| . | 28564 | 5.0% |
| a | 22782 | 4.0% |
| C | 21366 | 3.7% |
| X | 21204 | 3.7% |
| 2 | 19828 | 3.5% |
| 4 | 18830 | 3.3% |
| Other values (30) | 270743 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 572454 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| g | 61874 | 10.8% |
| o | 42241 | 7.4% |
| 1 | 36458 | 6.4% |
| / | 28564 | 5.0% |
| . | 28564 | 5.0% |
| a | 22782 | 4.0% |
| C | 21366 | 3.7% |
| X | 21204 | 3.7% |
| 2 | 19828 | 3.5% |
| 4 | 18830 | 3.3% |
| Other values (30) | 270743 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 572454 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| g | 61874 | 10.8% |
| o | 42241 | 7.4% |
| 1 | 36458 | 6.4% |
| / | 28564 | 5.0% |
| . | 28564 | 5.0% |
| a | 22782 | 4.0% |
| C | 21366 | 3.7% |
| X | 21204 | 3.7% |
| 2 | 19828 | 3.5% |
| 4 | 18830 | 3.3% |
| Other values (30) | 270743 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 572454 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| g | 61874 | 10.8% |
| o | 42241 | 7.4% |
| 1 | 36458 | 6.4% |
| / | 28564 | 5.0% |
| . | 28564 | 5.0% |
| a | 22782 | 4.0% |
| C | 21366 | 3.7% |
| X | 21204 | 3.7% |
| 2 | 19828 | 3.5% |
| 4 | 18830 | 3.3% |
| Other values (30) | 270743 |
collection
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| XC | |
|---|---|
| iNat | |
| CSA | 162 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.5096625 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CSA |
|---|---|
| 2nd row | CSA |
| 3rd row | CSA |
| 4th row | CSA |
| 5th row | CSA |
Common Values
| Value | Count | Frequency (%) |
| XC | 21204 | |
| iNat | 7198 | 25.2% |
| CSA | 162 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| xc | 21204 | |
| inat | 7198 | 25.2% |
| csa | 162 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 21366 | |
| X | 21204 | |
| i | 7198 | 10.0% |
| N | 7198 | 10.0% |
| a | 7198 | 10.0% |
| t | 7198 | 10.0% |
| S | 162 | 0.2% |
| A | 162 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 71686 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 21366 | |
| X | 21204 | |
| i | 7198 | 10.0% |
| N | 7198 | 10.0% |
| a | 7198 | 10.0% |
| t | 7198 | 10.0% |
| S | 162 | 0.2% |
| A | 162 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 71686 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 21366 | |
| X | 21204 | |
| i | 7198 | 10.0% |
| N | 7198 | 10.0% |
| a | 7198 | 10.0% |
| t | 7198 | 10.0% |
| S | 162 | 0.2% |
| A | 162 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 71686 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 21366 | |
| X | 21204 | |
| i | 7198 | 10.0% |
| N | 7198 | 10.0% |
| a | 7198 | 10.0% |
| t | 7198 | 10.0% |
| S | 162 | 0.2% |
| A | 162 | 0.2% |
rating
Real number (ℝ)
High correlation Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9170634 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 7948 |
| Zeros (%) | 27.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 223.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 4.5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 1.9648962 |
|---|---|
| Coefficient of variation (CV) | 0.67358708 |
| Kurtosis | -1.3038216 |
| Mean | 2.9170634 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.58157324 |
| Sum | 83323 |
| Variance | 3.8608173 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 7948 | |
| 4 | 7582 | |
| 5 | 6556 | |
| 3 | 2886 | 10.1% |
| 4.5 | 1261 | 4.4% |
| 3.5 | 895 | 3.1% |
| 2 | 752 | 2.6% |
| 2.5 | 360 | 1.3% |
| 1 | 228 | 0.8% |
| 1.5 | 70 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 7948 | |
| 0.5 | 26 | 0.1% |
| 1 | 228 | 0.8% |
| 1.5 | 70 | 0.2% |
| 2 | 752 | 2.6% |
| 2.5 | 360 | 1.3% |
| 3 | 2886 | 10.1% |
| 3.5 | 895 | 3.1% |
| 4 | 7582 | |
| 4.5 | 1261 | 4.4% |
| Value | Count | Frequency (%) |
| 5 | 6556 | |
| 4.5 | 1261 | 4.4% |
| 4 | 7582 | |
| 3.5 | 895 | 3.1% |
| 3 | 2886 | 10.1% |
| 2.5 | 360 | 1.3% |
| 2 | 752 | 2.6% |
| 1.5 | 70 | 0.2% |
| 1 | 228 | 0.8% |
| 0.5 | 26 | 0.1% |
latitude
Real number (ℝ)
High correlation Missing
| Distinct | 11042 |
|---|---|
| Distinct (%) | 39.8% |
| Missing | 809 |
| Missing (%) | 2.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.53348049 |
| Minimum | -54.8574 |
|---|---|
| Maximum | 68.3748 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 12956 |
| Negative (%) | 45.4% |
| Memory size | 223.3 KiB |
Quantile statistics
| Minimum | -54.8574 |
|---|---|
| 5-th percentile | -28.9361 |
| Q1 | -15.0846 |
| median | 1.1316 |
| Q3 | 9.511 |
| 95-th percentile | 28.5785 |
| Maximum | 68.3748 |
| Range | 123.2322 |
| Interquartile range (IQR) | 24.5956 |
Descriptive statistics
| Standard deviation | 17.609276 |
|---|---|
| Coefficient of variation (CV) | -33.008285 |
| Kurtosis | -0.056935472 |
| Mean | -0.53348049 |
| Median Absolute Deviation (MAD) | 10.6881 |
| Skewness | 0.16107522 |
| Sum | -14806.751 |
| Variance | 310.08661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.351 | 276 | 1.0% |
| -22.4508 | 225 | 0.8% |
| -14.625 | 187 | 0.7% |
| -16.5631 | 186 | 0.7% |
| 3.5026 | 165 | 0.6% |
| 0.883 | 142 | 0.5% |
| -16.6003 | 112 | 0.4% |
| 5.2461 | 104 | 0.4% |
| -2.9666 | 104 | 0.4% |
| 1.4898 | 100 | 0.4% |
| Other values (11032) | 26154 | |
| (Missing) | 809 | 2.8% |
| Value | Count | Frequency (%) |
| -54.8574 | 1 | < 0.1% |
| -54.8378 | 4 | |
| -54.21 | 1 | < 0.1% |
| -53.1702 | 1 | < 0.1% |
| -52.7719 | 1 | < 0.1% |
| -50.5001 | 1 | < 0.1% |
| -50.3334 | 1 | < 0.1% |
| -50.325 | 1 | < 0.1% |
| -49.3039 | 1 | < 0.1% |
| -47.241 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 68.3748 | 1 | |
| 64.9118 | 1 | |
| 64.8907 | 1 | |
| 63.964 | 1 | |
| 62.014 | 1 | |
| 61.6122 | 1 | |
| 61.3953 | 1 | |
| 60.85 | 1 | |
| 60.8227 | 1 | |
| 60.6096 | 1 |
longitude
Real number (ℝ)
High correlation Missing
| Distinct | 11048 |
|---|---|
| Distinct (%) | 39.8% |
| Missing | 809 |
| Missing (%) | 2.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -69.496887 |
| Minimum | -163.68 |
|---|---|
| Maximum | -0.0322 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 27755 |
| Negative (%) | 97.2% |
| Memory size | 223.3 KiB |
Quantile statistics
| Minimum | -163.68 |
|---|---|
| 5-th percentile | -98.74451 |
| Q1 | -79.6941 |
| median | -73.6252 |
| Q3 | -54.11215 |
| 95-th percentile | -42.7167 |
| Maximum | -0.0322 |
| Range | 163.6478 |
| Interquartile range (IQR) | 25.58195 |
Descriptive statistics
| Standard deviation | 18.247133 |
|---|---|
| Coefficient of variation (CV) | -0.26256044 |
| Kurtosis | 0.42292021 |
| Mean | -69.496887 |
| Median Absolute Deviation (MAD) | 12.3585 |
| Skewness | -0.1092373 |
| Sum | -1928886.1 |
| Variance | 332.95787 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -74.652 | 276 | 1.0% |
| -42.7735 | 225 | 0.8% |
| -49.0051 | 187 | 0.7% |
| -49.285 | 186 | 0.7% |
| -76.3552 | 165 | 0.6% |
| -78.8 | 130 | 0.5% |
| -49.2802 | 112 | 0.4% |
| -60.7402 | 104 | 0.4% |
| -75.6853 | 102 | 0.4% |
| -49.604 | 99 | 0.3% |
| Other values (11038) | 26169 | |
| (Missing) | 809 | 2.8% |
| Value | Count | Frequency (%) |
| -163.68 | 1 | |
| -158.1053 | 1 | |
| -157.9532 | 1 | |
| -157.9461 | 1 | |
| -157.816 | 1 | |
| -155.9903 | 1 | |
| -155.9732 | 1 | |
| -155.9666 | 1 | |
| -155.9288 | 1 | |
| -155.8359 | 1 |
| Value | Count | Frequency (%) |
| -0.0322 | 1 | < 0.1% |
| -0.3004 | 1 | < 0.1% |
| -0.3093 | 1 | < 0.1% |
| -0.3245 | 1 | < 0.1% |
| -0.4584 | 2 | |
| -0.547 | 2 | |
| -0.5918 | 1 | < 0.1% |
| -0.672 | 3 | |
| -0.6857 | 1 | < 0.1% |
| -0.6887 | 1 | < 0.1% |
scientific_name
Text
| Distinct | 206 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
Length
| Max length | 28 |
|---|---|
| Median length | 24 |
| Mean length | 19.017715 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ragoniella pulchella |
|---|---|
| 2nd row | Ragoniella pulchella |
| 3rd row | Oxyprora surinamensis |
| 4th row | Oxyprora surinamensis |
| 5th row | Oxyprora surinamensis |
| Value | Count | Frequency (%) |
| flaveola | 1029 | 1.8% |
| sulphuratus | 990 | 1.7% |
| pitangus | 990 | 1.7% |
| tyrannus | 867 | 1.5% |
| albicollis | 808 | 1.4% |
| nyctidromus | 808 | 1.4% |
| melancholicus | 787 | 1.4% |
| myiozetetes | 779 | 1.4% |
| tolmomyias | 713 | 1.2% |
| magnirostris | 709 | 1.2% |
| Other values (353) | 48565 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 61253 | 11.3% |
| s | 45925 | 8.5% |
| i | 44933 | 8.3% |
| u | 35167 | 6.5% |
| o | 34366 | 6.3% |
| e | 33790 | 6.2% |
| r | 32144 | 5.9% |
| l | 30834 | 5.7% |
| 28487 | 5.2% | |
| n | 27476 | 5.1% |
| Other values (39) | 168847 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 543222 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 61253 | 11.3% |
| s | 45925 | 8.5% |
| i | 44933 | 8.3% |
| u | 35167 | 6.5% |
| o | 34366 | 6.3% |
| e | 33790 | 6.2% |
| r | 32144 | 5.9% |
| l | 30834 | 5.7% |
| 28487 | 5.2% | |
| n | 27476 | 5.1% |
| Other values (39) | 168847 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 543222 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 61253 | 11.3% |
| s | 45925 | 8.5% |
| i | 44933 | 8.3% |
| u | 35167 | 6.5% |
| o | 34366 | 6.3% |
| e | 33790 | 6.2% |
| r | 32144 | 5.9% |
| l | 30834 | 5.7% |
| 28487 | 5.2% | |
| n | 27476 | 5.1% |
| Other values (39) | 168847 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 543222 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 61253 | 11.3% |
| s | 45925 | 8.5% |
| i | 44933 | 8.3% |
| u | 35167 | 6.5% |
| o | 34366 | 6.3% |
| e | 33790 | 6.2% |
| r | 32144 | 5.9% |
| l | 30834 | 5.7% |
| 28487 | 5.2% | |
| n | 27476 | 5.1% |
| Other values (39) | 168847 |
common_name
Text
| Distinct | 206 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
Length
| Max length | 31 |
|---|---|
| Median length | 25 |
| Mean length | 18.234736 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ragoniella pulchella |
|---|---|
| 2nd row | Ragoniella pulchella |
| 3rd row | Oxyprora surinamensis |
| 4th row | Oxyprora surinamensis |
| 5th row | Oxyprora surinamensis |
| Value | Count | Frequency (%) |
| flycatcher | 3054 | 5.3% |
| tropical | 1654 | 2.9% |
| great | 1587 | 2.8% |
| common | 1561 | 2.7% |
| southern | 1077 | 1.9% |
| kiskadee | 990 | 1.7% |
| hawk | 924 | 1.6% |
| dove | 815 | 1.4% |
| pauraque | 808 | 1.4% |
| kingbird | 787 | 1.4% |
| Other values (302) | 44123 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 55026 | 10.6% |
| a | 44752 | 8.6% |
| r | 34794 | 6.7% |
| o | 31113 | 6.0% |
| l | 30197 | 5.8% |
| 28822 | 5.5% | |
| i | 27888 | 5.4% |
| t | 27497 | 5.3% |
| d | 23920 | 4.6% |
| n | 23681 | 4.5% |
| Other values (41) | 193167 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 520857 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 55026 | 10.6% |
| a | 44752 | 8.6% |
| r | 34794 | 6.7% |
| o | 31113 | 6.0% |
| l | 30197 | 5.8% |
| 28822 | 5.5% | |
| i | 27888 | 5.4% |
| t | 27497 | 5.3% |
| d | 23920 | 4.6% |
| n | 23681 | 4.5% |
| Other values (41) | 193167 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 520857 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 55026 | 10.6% |
| a | 44752 | 8.6% |
| r | 34794 | 6.7% |
| o | 31113 | 6.0% |
| l | 30197 | 5.8% |
| 28822 | 5.5% | |
| i | 27888 | 5.4% |
| t | 27497 | 5.3% |
| d | 23920 | 4.6% |
| n | 23681 | 4.5% |
| Other values (41) | 193167 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 520857 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 55026 | 10.6% |
| a | 44752 | 8.6% |
| r | 34794 | 6.7% |
| o | 31113 | 6.0% |
| l | 30197 | 5.8% |
| 28822 | 5.5% | |
| i | 27888 | 5.4% |
| t | 27497 | 5.3% |
| d | 23920 | 4.6% |
| n | 23681 | 4.5% |
| Other values (41) | 193167 |
genus
Text
| Distinct | 174 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 9.1125893 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ragoniella |
|---|---|
| 2nd row | Ragoniella |
| 3rd row | Oxyprora |
| 4th row | Oxyprora |
| 5th row | Oxyprora |
| Value | Count | Frequency (%) |
| pitangus | 990 | 3.5% |
| tyrannus | 867 | 3.0% |
| nyctidromus | 808 | 2.8% |
| myiozetetes | 779 | 2.7% |
| tolmomyias | 713 | 2.5% |
| rupornis | 709 | 2.5% |
| coereba | 610 | 2.1% |
| leptotila | 572 | 2.0% |
| setophaga | 564 | 2.0% |
| megarynchus | 514 | 1.8% |
| Other values (164) | 21438 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 27302 | 10.5% |
| o | 22181 | 8.5% |
| s | 19604 | 7.5% |
| i | 18430 | 7.1% |
| e | 18046 | 6.9% |
| r | 17961 | 6.9% |
| t | 14978 | 5.8% |
| n | 13134 | 5.0% |
| u | 13040 | 5.0% |
| l | 10919 | 4.2% |
| Other values (35) | 84697 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 260292 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 27302 | 10.5% |
| o | 22181 | 8.5% |
| s | 19604 | 7.5% |
| i | 18430 | 7.1% |
| e | 18046 | 6.9% |
| r | 17961 | 6.9% |
| t | 14978 | 5.8% |
| n | 13134 | 5.0% |
| u | 13040 | 5.0% |
| l | 10919 | 4.2% |
| Other values (35) | 84697 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 260292 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 27302 | 10.5% |
| o | 22181 | 8.5% |
| s | 19604 | 7.5% |
| i | 18430 | 7.1% |
| e | 18046 | 6.9% |
| r | 17961 | 6.9% |
| t | 14978 | 5.8% |
| n | 13134 | 5.0% |
| u | 13040 | 5.0% |
| l | 10919 | 4.2% |
| Other values (35) | 84697 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 260292 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 27302 | 10.5% |
| o | 22181 | 8.5% |
| s | 19604 | 7.5% |
| i | 18430 | 7.1% |
| e | 18046 | 6.9% |
| r | 17961 | 6.9% |
| t | 14978 | 5.8% |
| n | 13134 | 5.0% |
| u | 13040 | 5.0% |
| l | 10919 | 4.2% |
| Other values (35) | 84697 |
species
Text
| Distinct | 195 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 83 |
| Missing (%) | 0.3% |
| Memory size | 1.6 MiB |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 8.9337804 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | pulchella |
|---|---|
| 2nd row | pulchella |
| 3rd row | surinamensis |
| 4th row | surinamensis |
| 5th row | surinamensis |
| Value | Count | Frequency (%) |
| flaveola | 1029 | 3.6% |
| sulphuratus | 990 | 3.5% |
| albicollis | 808 | 2.8% |
| melancholicus | 787 | 2.8% |
| magnirostris | 709 | 2.5% |
| verreauxi | 572 | 2.0% |
| similis | 543 | 1.9% |
| sulphurescens | 525 | 1.8% |
| pitangua | 514 | 1.8% |
| leucosticta | 499 | 1.8% |
| Other values (185) | 21505 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 33951 | |
| i | 26503 | |
| s | 26321 | |
| u | 22127 | |
| l | 19915 | 7.8% |
| c | 15867 | 6.2% |
| e | 15744 | 6.2% |
| n | 14342 | 5.6% |
| r | 14183 | 5.6% |
| o | 12185 | 4.8% |
| Other values (15) | 53305 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 254443 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 33951 | |
| i | 26503 | |
| s | 26321 | |
| u | 22127 | |
| l | 19915 | 7.8% |
| c | 15867 | 6.2% |
| e | 15744 | 6.2% |
| n | 14342 | 5.6% |
| r | 14183 | 5.6% |
| o | 12185 | 4.8% |
| Other values (15) | 53305 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 254443 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 33951 | |
| i | 26503 | |
| s | 26321 | |
| u | 22127 | |
| l | 19915 | 7.8% |
| c | 15867 | 6.2% |
| e | 15744 | 6.2% |
| n | 14342 | 5.6% |
| r | 14183 | 5.6% |
| o | 12185 | 4.8% |
| Other values (15) | 53305 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 254443 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 33951 | |
| i | 26503 | |
| s | 26321 | |
| u | 22127 | |
| l | 19915 | 7.8% |
| c | 15867 | 6.2% |
| e | 15744 | 6.2% |
| n | 14342 | 5.6% |
| r | 14183 | 5.6% |
| o | 12185 | 4.8% |
| Other values (15) | 53305 |
inat_taxon_id
Real number (ℝ)
| Distinct | 206 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79030.885 |
| Minimum | 519 |
|---|---|
| Maximum | 1564122 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 223.3 KiB |
Quantile statistics
| Minimum | 519 |
|---|---|
| 5-th percentile | 2062 |
| Q1 | 8479 |
| median | 16737 |
| Q3 | 19788 |
| 95-th percentile | 513889 |
| Maximum | 1564122 |
| Range | 1563603 |
| Interquartile range (IQR) | 11309 |
Descriptive statistics
| Standard deviation | 207306.13 |
|---|---|
| Coefficient of variation (CV) | 2.6231027 |
| Kurtosis | 23.258045 |
| Mean | 79030.885 |
| Median Absolute Deviation (MAD) | 6873 |
| Skewness | 4.542897 |
| Sum | 2.2574382 × 109 |
| Variance | 4.2975832 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16956 | 990 | 3.5% |
| 19627 | 808 | 2.8% |
| 16787 | 787 | 2.8% |
| 201041 | 709 | 2.5% |
| 10199 | 610 | 2.1% |
| 3280 | 572 | 2.0% |
| 16842 | 543 | 1.9% |
| 16567 | 525 | 1.8% |
| 16737 | 514 | 1.8% |
| 7613 | 499 | 1.7% |
| Other values (196) | 22007 |
| Value | Count | Frequency (%) |
| 519 | 147 | 0.5% |
| 1300 | 50 | 0.2% |
| 1468 | 261 | |
| 1538 | 17 | 0.1% |
| 1593 | 55 | 0.2% |
| 1970 | 127 | 0.4% |
| 1971 | 287 | |
| 1989 | 431 | |
| 2050 | 20 | 0.1% |
| 2062 | 77 | 0.3% |
| Value | Count | Frequency (%) |
| 1564122 | 6 | < 0.1% |
| 1462737 | 7 | < 0.1% |
| 1462711 | 3 | < 0.1% |
| 1432779 | 238 | |
| 1346504 | 5 | < 0.1% |
| 1289646 | 15 | 0.1% |
| 1289601 | 90 | 0.3% |
| 1286908 | 85 | 0.3% |
| 1194042 | 3 | < 0.1% |
| 1192948 | 4 | < 0.1% |
class_name
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| Aves | |
|---|---|
| Amphibia | 583 |
| Mammalia | 178 |
| Insecta | 155 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.1228469 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Insecta |
|---|---|
| 2nd row | Insecta |
| 3rd row | Insecta |
| 4th row | Insecta |
| 5th row | Insecta |
Common Values
| Value | Count | Frequency (%) |
| Aves | 27648 | |
| Amphibia | 583 | 2.0% |
| Mammalia | 178 | 0.6% |
| Insecta | 155 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| aves | 27648 | |
| amphibia | 583 | 2.0% |
| mammalia | 178 | 0.6% |
| insecta | 155 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 28231 | |
| e | 27803 | |
| s | 27803 | |
| v | 27648 | |
| i | 1344 | 1.1% |
| a | 1272 | 1.1% |
| m | 939 | 0.8% |
| p | 583 | 0.5% |
| h | 583 | 0.5% |
| b | 583 | 0.5% |
| Other values (6) | 976 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 117765 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 28231 | |
| e | 27803 | |
| s | 27803 | |
| v | 27648 | |
| i | 1344 | 1.1% |
| a | 1272 | 1.1% |
| m | 939 | 0.8% |
| p | 583 | 0.5% |
| h | 583 | 0.5% |
| b | 583 | 0.5% |
| Other values (6) | 976 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 117765 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 28231 | |
| e | 27803 | |
| s | 27803 | |
| v | 27648 | |
| i | 1344 | 1.1% |
| a | 1272 | 1.1% |
| m | 939 | 0.8% |
| p | 583 | 0.5% |
| h | 583 | 0.5% |
| b | 583 | 0.5% |
| Other values (6) | 976 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 117765 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 28231 | |
| e | 27803 | |
| s | 27803 | |
| v | 27648 | |
| i | 1344 | 1.1% |
| a | 1272 | 1.1% |
| m | 939 | 0.8% |
| p | 583 | 0.5% |
| h | 583 | 0.5% |
| b | 583 | 0.5% |
| Other values (6) | 976 | 0.8% |
Interactions
Correlations
| class_name | collection | inat_taxon_id | latitude | longitude | rating | |
|---|---|---|---|---|---|---|
| class_name | 1.000 | 0.706 | 0.209 | 0.182 | 0.095 | 0.130 |
| collection | 0.706 | 1.000 | 0.241 | 0.265 | 0.190 | 0.669 |
| inat_taxon_id | 0.209 | 0.241 | 1.000 | 0.033 | 0.006 | -0.040 |
| latitude | 0.182 | 0.265 | 0.033 | 1.000 | -0.765 | -0.119 |
| longitude | 0.095 | 0.190 | 0.006 | -0.765 | 1.000 | 0.101 |
| rating | 0.130 | 0.669 | -0.040 | -0.119 | 0.101 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| primary_label | secondary_labels | type | filename | collection | rating | latitude | longitude | scientific_name | common_name | genus | species | inat_taxon_id | class_name | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1139490 | [''] | [''] | 1139490/CSA36385.ogg | CSA | 0.0 | 7.3206 | -73.7128 | Ragoniella pulchella | Ragoniella pulchella | Ragoniella | pulchella | 1139490 | Insecta |
| 1 | 1139490 | [''] | [''] | 1139490/CSA36389.ogg | CSA | 0.0 | 7.3206 | -73.7128 | Ragoniella pulchella | Ragoniella pulchella | Ragoniella | pulchella | 1139490 | Insecta |
| 2 | 1192948 | [''] | [''] | 1192948/CSA36358.ogg | CSA | 0.0 | 7.3791 | -73.7313 | Oxyprora surinamensis | Oxyprora surinamensis | Oxyprora | surinamensis | 1192948 | Insecta |
| 3 | 1192948 | [''] | [''] | 1192948/CSA36366.ogg | CSA | 0.0 | 7.2800 | -73.8582 | Oxyprora surinamensis | Oxyprora surinamensis | Oxyprora | surinamensis | 1192948 | Insecta |
| 4 | 1192948 | [''] | [''] | 1192948/CSA36373.ogg | CSA | 0.0 | 7.3791 | -73.7313 | Oxyprora surinamensis | Oxyprora surinamensis | Oxyprora | surinamensis | 1192948 | Insecta |
| 5 | 1192948 | [''] | [''] | 1192948/CSA36388.ogg | CSA | 0.0 | 7.3791 | -73.7313 | Oxyprora surinamensis | Oxyprora surinamensis | Oxyprora | surinamensis | 1192948 | Insecta |
| 6 | 1194042 | [''] | [''] | 1194042/CSA18783.ogg | CSA | 0.0 | 5.7892 | -73.5504 | Copiphora colombiae | Copiphora colombiae | Copiphora | colombiae | 1194042 | Insecta |
| 7 | 1194042 | [''] | [''] | 1194042/CSA18794.ogg | CSA | 0.0 | 5.7892 | -73.5504 | Copiphora colombiae | Copiphora colombiae | Copiphora | colombiae | 1194042 | Insecta |
| 8 | 1194042 | [''] | [''] | 1194042/CSA18802.ogg | CSA | 0.0 | 5.7892 | -73.5504 | Copiphora colombiae | Copiphora colombiae | Copiphora | colombiae | 1194042 | Insecta |
| 9 | 126247 | ['65448', '22976', '476538'] | ['advertisement call'] | 126247/XC941297.ogg | XC | 3.5 | 9.0465 | -79.3024 | Leptodactylus insularum | Spotted Foam-nest Frog | Leptodactylus | insularum | 126247 | Amphibia |
| primary_label | secondary_labels | type | filename | collection | rating | latitude | longitude | scientific_name | common_name | genus | species | inat_taxon_id | class_name | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 28554 | ywcpar | [''] | [''] | ywcpar/iNat612649.ogg | iNat | 0.0 | -6.1902 | -50.0840 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28555 | ywcpar | [''] | [''] | ywcpar/iNat681484.ogg | iNat | 0.0 | 6.3189 | -75.5545 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28556 | ywcpar | [''] | [''] | ywcpar/iNat681488.ogg | iNat | 0.0 | 6.2883 | -75.4435 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28557 | ywcpar | [''] | [''] | ywcpar/iNat681523.ogg | iNat | 0.0 | 6.3008 | -75.4589 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28558 | ywcpar | [''] | [''] | ywcpar/iNat742782.ogg | iNat | 0.0 | 9.2447 | -70.3002 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28559 | ywcpar | [''] | [''] | ywcpar/iNat77392.ogg | iNat | 0.0 | 7.6921 | -80.3379 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28560 | ywcpar | [''] | [''] | ywcpar/iNat78624.ogg | iNat | 0.0 | 8.9918 | -79.4877 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28561 | ywcpar | [''] | [''] | ywcpar/iNat789234.ogg | iNat | 0.0 | 9.2316 | -70.2041 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28562 | ywcpar | [''] | [''] | ywcpar/iNat819873.ogg | iNat | 0.0 | 10.5838 | -66.8545 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |
| 28563 | ywcpar | [''] | [''] | ywcpar/iNat922688.ogg | iNat | 0.0 | 9.1156 | -79.4907 | Amazona ochrocephala | Yellow-crowned Parrot | Amazona | ochrocephala | 19003 | Aves |